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MediaCrawler/media_platform/weibo/core.py

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# 声明:本代码仅供学习和研究目的使用。使用者应遵守以下原则:
# 1. 不得用于任何商业用途。
# 2. 使用时应遵守目标平台的使用条款和robots.txt规则。
# 3. 不得进行大规模爬取或对平台造成运营干扰。
# 4. 应合理控制请求频率,避免给目标平台带来不必要的负担。
# 5. 不得用于任何非法或不当的用途。
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#
# 详细许可条款请参阅项目根目录下的LICENSE文件。
# 使用本代码即表示您同意遵守上述原则和LICENSE中的所有条款。
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# -*- coding: utf-8 -*-
# @Author : relakkes@gmail.com
# @Time : 2023/12/23 15:41
# @Desc : 微博爬虫主流程代码
import asyncio
import os
import random
from asyncio import Task
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from typing import Dict, List, Optional, Tuple
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from playwright.async_api import (
BrowserContext,
BrowserType,
Page,
Playwright,
async_playwright,
)
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import config
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from base.base_crawler import AbstractCrawler
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from proxy.proxy_ip_pool import IpInfoModel, create_ip_pool
from store import weibo as weibo_store
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from tools import utils
from tools.cdp_browser import CDPBrowserManager
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from var import crawler_type_var, source_keyword_var
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from .client import WeiboClient
from .exception import DataFetchError
from .field import SearchType
from .help import filter_search_result_card
from .login import WeiboLogin
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class WeiboCrawler(AbstractCrawler):
context_page: Page
wb_client: WeiboClient
browser_context: BrowserContext
cdp_manager: Optional[CDPBrowserManager]
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def __init__(self):
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self.index_url = "https://www.weibo.com"
self.mobile_index_url = "https://m.weibo.cn"
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self.user_agent = utils.get_user_agent()
self.mobile_user_agent = utils.get_mobile_user_agent()
self.cdp_manager = None
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async def start(self):
playwright_proxy_format, httpx_proxy_format = None, None
if config.ENABLE_IP_PROXY:
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ip_proxy_pool = await create_ip_pool(
config.IP_PROXY_POOL_COUNT, enable_validate_ip=True
)
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ip_proxy_info: IpInfoModel = await ip_proxy_pool.get_proxy()
playwright_proxy_format, httpx_proxy_format = utils.format_proxy_info(
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ip_proxy_info
)
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async with async_playwright() as playwright:
# 根据配置选择启动模式
if config.ENABLE_CDP_MODE:
utils.logger.info("[WeiboCrawler] 使用CDP模式启动浏览器")
self.browser_context = await self.launch_browser_with_cdp(
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playwright,
playwright_proxy_format,
self.mobile_user_agent,
headless=config.CDP_HEADLESS,
)
else:
utils.logger.info("[WeiboCrawler] 使用标准模式启动浏览器")
# Launch a browser context.
chromium = playwright.chromium
self.browser_context = await self.launch_browser(
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chromium, None, self.mobile_user_agent, headless=config.HEADLESS
)
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# stealth.min.js is a js script to prevent the website from detecting the crawler.
await self.browser_context.add_init_script(path="libs/stealth.min.js")
self.context_page = await self.browser_context.new_page()
await self.context_page.goto(self.mobile_index_url)
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# Create a client to interact with the xiaohongshu website.
self.wb_client = await self.create_weibo_client(httpx_proxy_format)
if not await self.wb_client.pong():
login_obj = WeiboLogin(
login_type=config.LOGIN_TYPE,
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login_phone="", # your phone number
browser_context=self.browser_context,
context_page=self.context_page,
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cookie_str=config.COOKIES,
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)
await login_obj.begin()
# 登录成功后重定向到手机端的网站再更新手机端登录成功的cookie
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utils.logger.info(
"[WeiboCrawler.start] redirect weibo mobile homepage and update cookies on mobile platform"
)
await self.context_page.goto(self.mobile_index_url)
await asyncio.sleep(2)
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await self.wb_client.update_cookies(
browser_context=self.browser_context
)
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crawler_type_var.set(config.CRAWLER_TYPE)
if config.CRAWLER_TYPE == "search":
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# Search for video and retrieve their comment information.
await self.search()
elif config.CRAWLER_TYPE == "detail":
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# Get the information and comments of the specified post
await self.get_specified_notes()
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elif config.CRAWLER_TYPE == "creator":
# Get creator's information and their notes and comments
await self.get_creators_and_notes()
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else:
pass
utils.logger.info("[WeiboCrawler.start] Weibo Crawler finished ...")
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async def search(self):
"""
search weibo note with keywords
:return:
"""
utils.logger.info("[WeiboCrawler.search] Begin search weibo keywords")
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weibo_limit_count = 10 # weibo limit page fixed value
if config.CRAWLER_MAX_NOTES_COUNT < weibo_limit_count:
config.CRAWLER_MAX_NOTES_COUNT = weibo_limit_count
start_page = config.START_PAGE
# Set the search type based on the configuration for weibo
if config.WEIBO_SEARCH_TYPE == "default":
search_type = SearchType.DEFAULT
elif config.WEIBO_SEARCH_TYPE == "real_time":
search_type = SearchType.REAL_TIME
elif config.WEIBO_SEARCH_TYPE == "popular":
search_type = SearchType.POPULAR
elif config.WEIBO_SEARCH_TYPE == "video":
search_type = SearchType.VIDEO
else:
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utils.logger.error(
f"[WeiboCrawler.search] Invalid WEIBO_SEARCH_TYPE: {config.WEIBO_SEARCH_TYPE}"
)
return
for keyword in config.KEYWORDS.split(","):
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source_keyword_var.set(keyword)
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utils.logger.info(
f"[WeiboCrawler.search] Current search keyword: {keyword}"
)
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page = 1
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while (
page - start_page + 1
) * weibo_limit_count <= config.CRAWLER_MAX_NOTES_COUNT:
if page < start_page:
utils.logger.info(f"[WeiboCrawler.search] Skip page: {page}")
page += 1
continue
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utils.logger.info(
f"[WeiboCrawler.search] search weibo keyword: {keyword}, page: {page}"
)
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search_res = await self.wb_client.get_note_by_keyword(
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keyword=keyword, page=page, search_type=search_type
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)
note_id_list: List[str] = []
note_list = filter_search_result_card(search_res.get("cards"))
for note_item in note_list:
if note_item:
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mblog: Dict = note_item.get("mblog")
if mblog:
note_id_list.append(mblog.get("id"))
await weibo_store.update_weibo_note(note_item)
await self.get_note_images(mblog)
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page += 1
await self.batch_get_notes_comments(note_id_list)
async def get_specified_notes(self):
"""
get specified notes info
:return:
"""
semaphore = asyncio.Semaphore(config.MAX_CONCURRENCY_NUM)
task_list = [
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self.get_note_info_task(note_id=note_id, semaphore=semaphore)
for note_id in config.WEIBO_SPECIFIED_ID_LIST
]
video_details = await asyncio.gather(*task_list)
for note_item in video_details:
if note_item:
await weibo_store.update_weibo_note(note_item)
await self.batch_get_notes_comments(config.WEIBO_SPECIFIED_ID_LIST)
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async def get_note_info_task(
self, note_id: str, semaphore: asyncio.Semaphore
) -> Optional[Dict]:
"""
Get note detail task
:param note_id:
:param semaphore:
:return:
"""
async with semaphore:
try:
result = await self.wb_client.get_note_info_by_id(note_id)
return result
except DataFetchError as ex:
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utils.logger.error(
f"[WeiboCrawler.get_note_info_task] Get note detail error: {ex}"
)
return None
except KeyError as ex:
utils.logger.error(
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f"[WeiboCrawler.get_note_info_task] have not fund note detail note_id:{note_id}, err: {ex}"
)
return None
async def batch_get_notes_comments(self, note_id_list: List[str]):
"""
batch get notes comments
:param note_id_list:
:return:
"""
if not config.ENABLE_GET_COMMENTS:
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utils.logger.info(
f"[WeiboCrawler.batch_get_note_comments] Crawling comment mode is not enabled"
)
return
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utils.logger.info(
f"[WeiboCrawler.batch_get_notes_comments] note ids:{note_id_list}"
)
semaphore = asyncio.Semaphore(config.MAX_CONCURRENCY_NUM)
task_list: List[Task] = []
for note_id in note_id_list:
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task = asyncio.create_task(
self.get_note_comments(note_id, semaphore), name=note_id
)
task_list.append(task)
await asyncio.gather(*task_list)
async def get_note_comments(self, note_id: str, semaphore: asyncio.Semaphore):
"""
get comment for note id
:param note_id:
:param semaphore:
:return:
"""
async with semaphore:
try:
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utils.logger.info(
f"[WeiboCrawler.get_note_comments] begin get note_id: {note_id} comments ..."
)
await self.wb_client.get_note_all_comments(
note_id=note_id,
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crawl_interval=random.randint(
1, 3
), # 微博对API的限流比较严重所以延时提高一些
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callback=weibo_store.batch_update_weibo_note_comments,
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max_count=config.CRAWLER_MAX_COMMENTS_COUNT_SINGLENOTES,
)
except DataFetchError as ex:
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utils.logger.error(
f"[WeiboCrawler.get_note_comments] get note_id: {note_id} comment error: {ex}"
)
except Exception as e:
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utils.logger.error(
f"[WeiboCrawler.get_note_comments] may be been blocked, err:{e}"
)
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async def get_note_images(self, mblog: Dict):
"""
get note images
:param mblog:
:return:
"""
if not config.ENABLE_GET_IMAGES:
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utils.logger.info(
f"[WeiboCrawler.get_note_images] Crawling image mode is not enabled"
)
return
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pics: Dict = mblog.get("pics")
if not pics:
return
for pic in pics:
url = pic.get("url")
if not url:
continue
content = await self.wb_client.get_note_image(url)
if content != None:
extension_file_name = url.split(".")[-1]
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await weibo_store.update_weibo_note_image(
pic["pid"], content, extension_file_name
)
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async def get_creators_and_notes(self) -> None:
"""
Get creator's information and their notes and comments
Returns:
"""
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utils.logger.info(
"[WeiboCrawler.get_creators_and_notes] Begin get weibo creators"
)
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for user_id in config.WEIBO_CREATOR_ID_LIST:
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createor_info_res: Dict = await self.wb_client.get_creator_info_by_id(
creator_id=user_id
)
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if createor_info_res:
createor_info: Dict = createor_info_res.get("userInfo", {})
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utils.logger.info(
f"[WeiboCrawler.get_creators_and_notes] creator info: {createor_info}"
)
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if not createor_info:
raise DataFetchError("Get creator info error")
await weibo_store.save_creator(user_id, user_info=createor_info)
# Get all note information of the creator
all_notes_list = await self.wb_client.get_all_notes_by_creator_id(
creator_id=user_id,
container_id=createor_info_res.get("lfid_container_id"),
crawl_interval=0,
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callback=weibo_store.batch_update_weibo_notes,
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)
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note_ids = [
note_item.get("mblog", {}).get("id")
for note_item in all_notes_list
if note_item.get("mblog", {}).get("id")
]
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await self.batch_get_notes_comments(note_ids)
else:
utils.logger.error(
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f"[WeiboCrawler.get_creators_and_notes] get creator info error, creator_id:{user_id}"
)
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async def create_weibo_client(self, httpx_proxy: Optional[str]) -> WeiboClient:
"""Create xhs client"""
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utils.logger.info(
"[WeiboCrawler.create_weibo_client] Begin create weibo API client ..."
)
cookie_str, cookie_dict = utils.convert_cookies(
await self.browser_context.cookies()
)
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weibo_client_obj = WeiboClient(
proxies=httpx_proxy,
headers={
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"User-Agent": utils.get_mobile_user_agent(),
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"Cookie": cookie_str,
"Origin": "https://m.weibo.cn",
"Referer": "https://m.weibo.cn",
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"Content-Type": "application/json;charset=UTF-8",
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},
playwright_page=self.context_page,
cookie_dict=cookie_dict,
)
return weibo_client_obj
async def launch_browser(
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self,
chromium: BrowserType,
playwright_proxy: Optional[Dict],
user_agent: Optional[str],
headless: bool = True,
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) -> BrowserContext:
"""Launch browser and create browser context"""
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utils.logger.info(
"[WeiboCrawler.launch_browser] Begin create browser context ..."
)
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if config.SAVE_LOGIN_STATE:
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user_data_dir = os.path.join(
os.getcwd(), "browser_data", config.USER_DATA_DIR % config.PLATFORM
) # type: ignore
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browser_context = await chromium.launch_persistent_context(
user_data_dir=user_data_dir,
accept_downloads=True,
headless=headless,
proxy=playwright_proxy, # type: ignore
viewport={"width": 1920, "height": 1080},
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user_agent=user_agent,
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)
return browser_context
else:
browser = await chromium.launch(headless=headless, proxy=playwright_proxy) # type: ignore
browser_context = await browser.new_context(
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viewport={"width": 1920, "height": 1080}, user_agent=user_agent
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)
return browser_context
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async def launch_browser_with_cdp(
self,
playwright: Playwright,
playwright_proxy: Optional[Dict],
user_agent: Optional[str],
headless: bool = True,
) -> BrowserContext:
"""
使用CDP模式启动浏览器
"""
try:
self.cdp_manager = CDPBrowserManager()
browser_context = await self.cdp_manager.launch_and_connect(
playwright=playwright,
playwright_proxy=playwright_proxy,
user_agent=user_agent,
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headless=headless,
)
# 显示浏览器信息
browser_info = await self.cdp_manager.get_browser_info()
utils.logger.info(f"[WeiboCrawler] CDP浏览器信息: {browser_info}")
return browser_context
except Exception as e:
utils.logger.error(f"[WeiboCrawler] CDP模式启动失败回退到标准模式: {e}")
# 回退到标准模式
chromium = playwright.chromium
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return await self.launch_browser(
chromium, playwright_proxy, user_agent, headless
)
async def close(self):
"""Close browser context"""
# 如果使用CDP模式需要特殊处理
if self.cdp_manager:
await self.cdp_manager.cleanup()
self.cdp_manager = None
else:
await self.browser_context.close()
utils.logger.info("[WeiboCrawler.close] Browser context closed ...")